{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import sys\n",
    "sys.path.insert(1, r'./../functions')  # add to pythonpath\n",
    "from detect_peaks import detect_peaks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 1  3  7 13 16 18 21 24 26 31 33 36 38 41 46 48 51 53 56 84 86 91 94 96\n",
      " 98]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "array([1, 6], dtype=int64)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from detect_peaks import detect_peaks\n",
    "x = np.random.randn(100)\n",
    "x[60:81] = np.nan\n",
    "# detect all peaks and plot data\n",
    "ind = detect_peaks(x, show=True)\n",
    "print(ind)\n",
    "\n",
    "x = np.sin(2*np.pi*5*np.linspace(0, 1, 200)) + np.random.randn(200)/5\n",
    "# set minimum peak height = 0 and minimum peak distance = 20\n",
    "detect_peaks(x, mph=0, mpd=20, show=True)\n",
    "\n",
    "x = [0, 1, 0, 2, 0, 3, 0, 2, 0, 1, 0]\n",
    "# set minimum peak distance = 2\n",
    "detect_peaks(x, mpd=2, show=True)\n",
    "\n",
    "x = np.sin(2*np.pi*5*np.linspace(0, 1, 200)) + np.random.randn(200)/5\n",
    "# detection of valleys instead of peaks\n",
    "detect_peaks(x, mph=-1.2, mpd=20, valley=True, show=True)\n",
    "\n",
    "x = [0, 1, 1, 0, 1, 1, 0]\n",
    "# detect both edges\n",
    "detect_peaks(x, edge='both', show=True)\n",
    "\n",
    "x = [-2, 1, -2, 2, 1, 1, 3, 0]\n",
    "# set threshold = 2\n",
    "detect_peaks(x, threshold = 2, show=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
